{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e7397eb0",
   "metadata": {},
   "source": [
    "# 猎聘完整实践"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0df5891d",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "20d9b091",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7cad2d06",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '398',\n",
    "    'Content-Type': 'application/json;charset=UTF-8',\n",
    "    'Cookie': 'inited_user=01c079d370b906497282e91a09dd2108; __gc_id=8f7ecddfa8004f81a03e3c8cee2829cc; __uuid=1680244873009.50; __tlog=1682058857539.75%7C00000000%7C00000000%7Cs_00_003%7Cs_00_003; XSRF-TOKEN=h8rdV4pzSjuG5XXLyamBSw; _ga=GA1.1.1896790660.1682058865; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680244874,1680850117,1682058866; acw_tc=ac11000116820588666071269e00cfe09daac2b38e55b631ae744468473fcc; UniqueKey=fa3137512fb68486a9dba665e9526a14; liepin_login_valid=0; lt_auth=sucOb3BQyF6t4naPjTBf5aZLjtOtU2WfonRb0x9VgYfvU%2FHg4P%2FmQA%2BFqrMH%2FioIq0hwdPUzMLb2N%2Bj7wHNJ70QW%2F1Gkk564t%2FO%2B1HYKTuJmJ%2FanjK7%2FmZqEQc8vwXtXynlnpS4dyh%2BltxAbcr768ErIs5jW17yc8cvMsxe%2FgTEVWA%3D%3D; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=f37be9581df8b1dbeab7398cdf224026; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E5%BA%84%E7%84%95%E6%95%8F; inited_user=01c079d370b906497282e91a09dd2108; imClientId=1514d04033c003deda522b0ca73703c6; imId=1514d04033c003deb804d9d7a67d3769; imClientId_0=1514d04033c003deda522b0ca73703c6; imId_0=1514d04033c003deb804d9d7a67d3769; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682059558; fe_im_socketSequence_new_0=5_3_3; __session_seq=12; __uv_seq=12; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_fa3137512fb68486a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682058865.1.1.1682060170.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Chromium\";v=\"112\", \"Microsoft Edge\";v=\"112\", \"Not:A-Brand\";v=\"99\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36 Edg/112.0.1722.48',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cecf957a-02e7-4ec6-bd05-59bcde90d416',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 't6HWnz4IRomBzi3WEWoqVQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd735ddf",
   "metadata": {},
   "source": [
    "## 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0afa3e6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': [], 'salary': '薪资面议', 'dq': '广州-天河区', 'jobId': '23154709', 'title': '数字营销PM', 'topJob': False, 'refreshTime': '20200728103437', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '5-10年', 'link': 'https://www.liepin.com/job/1923154709.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataParams': '{\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2223154709%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compIndustry': 'IT服务', 'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'link': 'https://www.liepin.com/company/6629285/', 'compScale': '2000-5000人'}}, {'job': {'labels': ['数据分析'], 'salary': '15-30k·13薪', 'dq': '广州-海珠区', 'jobId': '31935443', 'title': '游戏PM', 'topJob': False, 'refreshTime': '20200921191755', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '3-5年', 'link': 'https://www.liepin.com/job/1931935443.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'chatted': False, 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'recruiterId': '2b6b0643bf65c612313162312f0bffed', 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg'}, 'dataParams': '{\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\",\"jobKind\":\"2\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2231935443%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'compIndustry': '游戏', 'compId': 8307104, 'compName': '英雄互娱科技股份有限公司', 'link': 'https://www.liepin.com/company/8307104/', 'compScale': '1000-2000人'}}, {'job': {'labels': ['增长产品'], 'salary': '薪资面议', 'dq': '广州', 'jobId': '25415919', 'title': '活动PM', 'topJob': False, 'refreshTime': '20210615114605', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '3-5年', 'link': 'https://www.liepin.com/job/1925415919.shtml', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataParams': 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'48905275', 'title': '项目发行PM（二次元） (MJ000855)', 'topJob': False, 'refreshTime': '20220928174530', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '5-10年', 'link': 'https://www.liepin.com/job/1948905275.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '唐女士', 'recruiterTitle': '', 'chatted': False, 'imId': '9e5b45289ab5581e337193710fe42056', 'imUserType': '2', 'recruiterId': '69bf0604ae10eb243f03c06e2c7db374', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': 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'广州-黄埔区', 'jobId': '45486777', 'title': '软件产品经理', 'topJob': False, 'refreshTime': '20230420171516', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=4', 'advViewFlag': False, 'jobKind': '1', 'requireWorkYears': '5-10年', 'link': 'https://www.liepin.com/a/45486777.shtml', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '张先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'imId': '7c05f20f8a23faaa4383db9bf147ecbd', 'imUserType': '2', 'recruiterId': '1bb6c055b07f554dbce99e0b13d1f3a4', 'recruiterPhoto': '61bfe8e8d8489c6530a2c4db06u.jpeg'}, 'dataParams': 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     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3b6c2272",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>23154709</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>False</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>31935443</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>False</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>25415919</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>False</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>48905275</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>False</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"45486777\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[K12教育, 教育行业, 海外产品, 数据产品, 工具产品]</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>45486777</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230420171516</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1bb6c055b07f554dbce99e0b13d1f3a4</td>\n",
       "      <td>61bfe8e8d8489c6530a2c4db06u.jpeg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td></td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>57816811</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230424102546</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"jobId\":\"45175333\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[临床试验, 临床项目管理, GCP认证, CE认证]</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45175333</td>\n",
       "      <td>临床试验项目经理PM</td>\n",
       "      <td>False</td>\n",
       "      <td>20221024180150</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>b7496ba1a2ad4a49540e81c097c2c00b</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>5f5af11af6d1ab584752271c08u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>8014813.0</td>\n",
       "      <td>昆翎医药</td>\n",
       "      <td>https://www.liepin.com/company/8014813/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"recruiterName\":\"霍女士\",\"jobId\":\"44331983\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[axure, visio, powerpoint, word, Excel]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44331983</td>\n",
       "      <td>初级产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20211125150437</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>dfd86eaa710f7eb297d8d49512cabd0a</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>12931963.0</td>\n",
       "      <td>广州秒音科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12931963/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"56599317\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[包食宿, 五险一金, 晋升空间大, 零食下午茶]</td>\n",
       "      <td>7-13k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>56599317</td>\n",
       "      <td>助理产品经理—食品类</td>\n",
       "      <td>False</td>\n",
       "      <td>20230302090806</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7a5b05937023850a65b69a91a3e9c70d</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"44270383\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44270383</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230310103111</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>12c821593cfaeee7d608f631ba7b365c</td>\n",
       "      <td>6108aa0e759ac71c63de418a04u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"recruiterName\":\"钟女士\",\"jobId\":\"53920663\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[原型设计, 需求调研, 产品规划, 需求管理]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53920663</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221128165741</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e904f45c3a8aed6407db9f3e7431f6a8</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>5bfe98c474719df0ac99801b03a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>8638211.0</td>\n",
       "      <td>思特奇信息技术</td>\n",
       "      <td>https://www.liepin.com/company/8638211/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobId\":\"40053971\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>40053971</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220919114809</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>6441ff67c063625b1d3bc6c104u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>12568645.0</td>\n",
       "      <td>江苏知原药业股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[数据产品, 食品饮料, 消费品, 竞品分析, 需求调研, 市场调研, 产品规划, 用户研究...</td>\n",
       "      <td>9-20k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>57448565</td>\n",
       "      <td>产品经理（高级产品经理&amp;资深产品经理）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331105047</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f7637977411b86467332ec93bce4deb</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"43495037\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[SaaS产品, to B]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>43495037</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230214193401</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>eb3f01a32fe3a4efb1d6cdf5f43c46d1</td>\n",
       "      <td>5fc9d345a77c85575911928607u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"recruiterName\":\"韩女士\",\"jobId\":\"50292625\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>50292625</td>\n",
       "      <td>解决方案产品经理 (MJ013260)</td>\n",
       "      <td>False</td>\n",
       "      <td>20220610154122</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>a3ba989ac5734611c54970ffa845eefa</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>广联达</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"55364021\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[工具产品, 增长产品, to C]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55364021</td>\n",
       "      <td>产品经理（组长）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230106143630</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>b45a783ef6004b8a790041e29c295f70</td>\n",
       "      <td>62eb17c74159a47d94f6a09104u.png</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"recruiterName\":\"田女士\",\"jobId\":\"25573187\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[数据产品, 硬件产品]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>25573187</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20191231090134</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>eda507c8cbe4c7560731a09a86761edc</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>5948f6cf70320c7ee1a312fc04a.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>8955108.0</td>\n",
       "      <td>希沃</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"33511317\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>33511317</td>\n",
       "      <td>AI产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20201117050230</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>ae9d2bd71f72b07d27bbf43c3caebf68</td>\n",
       "      <td>5a1f7a7e703287905956079b05a.jpg</td>\n",
       "      <td>5a1f927370323b4a84a66ab305a.jpg</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>8510313.0</td>\n",
       "      <td>云米全屋互联网家电</td>\n",
       "      <td>https://www.liepin.com/company/8510313/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"recruiterName\":\"熊女士\",\"jobId\":\"42989417\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[计算机软件, SaaS系统, 产品规划, 数据分析, 团队管理]</td>\n",
       "      <td>40-60k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>42989417</td>\n",
       "      <td>产品经理/产品负责人(不同层级)</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321193931</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>74016b7595a80ad4be6d389c164c9617</td>\n",
       "      <td>5f8fa3bc8dbe6273dcf85e5e08u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州计算机软件公司</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"45365317\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45365317</td>\n",
       "      <td>零售门窗产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230423184512</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6e506516d847dc87c6643c80ebe460c7</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型专业技术服务公司</td>\n",
       "      <td></td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"recruiterName\":\"何先生\",\"jobId\":\"44864603\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[零售行业, 数字化, CRM, SCRM]</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44864603</td>\n",
       "      <td>高级产品经理（CRM）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230423143851</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7759c81f6b7455dfc03e95eb2e1c0c34</td>\n",
       "      <td>5e81a25837483e328d6b4acb01u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内知名公司</td>\n",
       "      <td></td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobId\":\"43431657\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[市场营销]</td>\n",
       "      <td>18-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>43431657</td>\n",
       "      <td>产品经理（凝血）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230424120606</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8fc4003dfc916f929b36b77d06e3d22e</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>5bfe8ee374719d35745a559203a.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>7893643.0</td>\n",
       "      <td>阳普医疗股份</td>\n",
       "      <td>https://www.liepin.com/company/7893643/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"recruiterName\":\"翟先生\",\"jobId\":\"44610575\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44610575</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321173412</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9ccbd98c4200aa058ba0d06d22640688</td>\n",
       "      <td>62183bf27baba65dd5bc963f07u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"44840683\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44840683</td>\n",
       "      <td>高级产品经理（心血管）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329124746</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>19c7e868788176ac418b574949a37e95</td>\n",
       "      <td>62e0979c08bee4201e5c8e8905u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"recruiterName\":\"高女士\",\"jobId\":\"45065379\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>28-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45065379</td>\n",
       "      <td>医药高级产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413141917</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5c8bfb4eac393c6170b4303312755fc2</td>\n",
       "      <td>62b917fafd62c54346e0081703u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名医疗设备公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"recruiterName\":\"吴先生\",\"jobId\":\"45135163\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45135163</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410121650</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5c5a96c776e82dfe1e63805ea62138aa</td>\n",
       "      <td>600e7297448a1b6f7d390d8201u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"recruiterName\":\"郑先生\",\"jobId\":\"57500617\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57500617</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230403144713</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d7b79be010cfe33bf90c61e3cf1076af</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>广东万方建设有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"recruiterName\":\"郑先生\",\"jobId\":\"53281701\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53281701</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230403144629</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d7b79be010cfe33bf90c61e3cf1076af</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>广东万方建设有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"recruiterName\":\"毛先生\",\"jobId\":\"57002441\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[汽车行业, 智能座舱, 车联网]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>57002441</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230325222632</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e09ee2a8ea68adcf7e560b67bbc66f71</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>61a8328708dd5638aa9ca74806u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>12518807.0</td>\n",
       "      <td>星河智联</td>\n",
       "      <td>https://www.liepin.com/company/12518807/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"recruiterName\":\"范先生\",\"jobId\":\"53827269\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[海外, 手游, 电商]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53827269</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221111104746</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3f165a98fe2bd8bb65cbf99d17e3ab3e</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>5faa454b1fcf636a62fa72b406u.png</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>12454465.0</td>\n",
       "      <td>上海丰凡文化传媒有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12454465/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"57680185\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品, to B, to C]</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57680185</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230411085415</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e337dbb1513a599a17e8728a9095f3f2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"recruiterName\":\"方女士\",\"jobId\":\"57565197\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57565197</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>False</td>\n",
       "      <td>20230406115341</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>8136395.0</td>\n",
       "      <td>广州越秀金融控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"57730045\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 交互设计, 数据...</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>57730045</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>eeb461b61aa8efefc2871738b2a018b8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>5d1ea8a63ee8b11dd4aa762703u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>170110.0</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>https://www.liepin.com/company/170110/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"recruiterName\":\"潘女士\",\"jobId\":\"55831037\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[工具产品, 产品设计, Axure, 需求调研, 市场调研]</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55831037</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331094602</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>875ec2c317791511ec2f324f0d91531a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>624d42f8fc5aba59488d8a1a05u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>13181035.0</td>\n",
       "      <td>广州加之科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13181035/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"45405873\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>40-70k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45405873</td>\n",
       "      <td>金融科技产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418162645</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>954c5968d2fb21b5e680da2e30181a15</td>\n",
       "      <td>62821ecfeda5af0f27fb6bd301u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型基金证券公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"纪女士\",\"jobId\":\"45306653\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[中台产品, 平台产品]</td>\n",
       "      <td>26-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>45306653</td>\n",
       "      <td>产品经理（客户中心)-国企正编</td>\n",
       "      <td>False</td>\n",
       "      <td>20230423163057</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>10f97c2455afd910fa874f00626b9602</td>\n",
       "      <td>642e8e49de25b83c3c8d509707u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"谢先生\",\"jobId\":\"45369359\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[游戏]</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>45369359</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"jobId\":\"58069003\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>58069003</td>\n",
       "      <td>产品经理（数字化）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230424095829</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>64f252729acd94981164176e0419e539</td>\n",
       "      <td>644508d6e972bc46248543d108u.png</td>\n",
       "      <td>5bfe90db74719d35745ab78b03a.png</td>\n",
       "      <td>医药流通</td>\n",
       "      <td>9810485.0</td>\n",
       "      <td>国药集团一致药业股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9810485/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"邓先生\",\"jobId\":\"48862553\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...</td>\n",
       "      <td>30-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>48862553</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220413101034</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6a640f1ee733f50362c9c303e393b9df</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"冯女士\",\"jobId\":\"42945925\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[食品饮料, 产品规划, 产品设计, 团队管理, 产品优化, 市场调研, Axure, Vi...</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>42945925</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230424095232</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>c6a8a0372e6bfe1401f45cbb073e9b2c</td>\n",
       "      <td>5de50b43cd52473b94eaf19102u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>农林牧渔</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某食品有限公司</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imI...   \n",
       "1   {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imI...   \n",
       "2   {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"imI...   \n",
       "3   {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"imI...   \n",
       "4   {\"recruiterName\":\"张先生\",\"jobId\":\"45486777\",\"imI...   \n",
       "5   {\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"imI...   \n",
       "6   {\"recruiterName\":\"林女士\",\"jobId\":\"45175333\",\"imI...   \n",
       "7   {\"recruiterName\":\"霍女士\",\"jobId\":\"44331983\",\"imI...   \n",
       "8   {\"recruiterName\":\"张女士\",\"jobId\":\"56599317\",\"imI...   \n",
       "9   {\"recruiterName\":\"张女士\",\"jobId\":\"44270383\",\"imI...   \n",
       "10  {\"recruiterName\":\"钟女士\",\"jobId\":\"53920663\",\"imI...   \n",
       "11  {\"recruiterName\":\"徐女士\",\"jobId\":\"40053971\",\"imI...   \n",
       "12  {\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...   \n",
       "13  {\"recruiterName\":\"陈女士\",\"jobId\":\"43495037\",\"imI...   \n",
       "14  {\"recruiterName\":\"韩女士\",\"jobId\":\"50292625\",\"imI...   \n",
       "15  {\"recruiterName\":\"孙女士\",\"jobId\":\"55364021\",\"imI...   \n",
       "16  {\"recruiterName\":\"田女士\",\"jobId\":\"25573187\",\"imI...   \n",
       "17  {\"recruiterName\":\"梁女士\",\"jobId\":\"33511317\",\"imI...   \n",
       "18  {\"recruiterName\":\"熊女士\",\"jobId\":\"42989417\",\"imI...   \n",
       "19  {\"recruiterName\":\"陈先生\",\"jobId\":\"45365317\",\"imI...   \n",
       "20  {\"recruiterName\":\"何先生\",\"jobId\":\"44864603\",\"imI...   \n",
       "21  {\"recruiterName\":\"刘先生\",\"jobId\":\"43431657\",\"imI...   \n",
       "22  {\"recruiterName\":\"翟先生\",\"jobId\":\"44610575\",\"imI...   \n",
       "23  {\"recruiterName\":\"张女士\",\"jobId\":\"44840683\",\"imI...   \n",
       "24  {\"recruiterName\":\"高女士\",\"jobId\":\"45065379\",\"imI...   \n",
       "25  {\"recruiterName\":\"吴先生\",\"jobId\":\"45135163\",\"imI...   \n",
       "26  {\"recruiterName\":\"郑先生\",\"jobId\":\"57500617\",\"imI...   \n",
       "27  {\"recruiterName\":\"郑先生\",\"jobId\":\"53281701\",\"imI...   \n",
       "28  {\"recruiterName\":\"毛先生\",\"jobId\":\"57002441\",\"imI...   \n",
       "29  {\"recruiterName\":\"范先生\",\"jobId\":\"53827269\",\"imI...   \n",
       "30  {\"recruiterName\":\"李先生\",\"jobId\":\"57680185\",\"imI...   \n",
       "31  {\"recruiterName\":\"方女士\",\"jobId\":\"57565197\",\"imI...   \n",
       "32  {\"recruiterName\":\"陈女士\",\"jobId\":\"57730045\",\"imI...   \n",
       "33  {\"recruiterName\":\"潘女士\",\"jobId\":\"55831037\",\"imI...   \n",
       "34  {\"recruiterName\":\"周先生\",\"jobId\":\"45405873\",\"imI...   \n",
       "35  {\"recruiterName\":\"纪女士\",\"jobId\":\"45306653\",\"imI...   \n",
       "36  {\"recruiterName\":\"谢先生\",\"jobId\":\"45369359\",\"imI...   \n",
       "37  {\"recruiterName\":\"王先生\",\"jobId\":\"58069003\",\"imI...   \n",
       "38  {\"recruiterName\":\"邓先生\",\"jobId\":\"48862553\",\"imI...   \n",
       "39  {\"recruiterName\":\"冯女士\",\"jobId\":\"42945925\",\"imI...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
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       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0                                                  []        薪资面议  广州-天河区   \n",
       "1                                              [数据分析]  15-30k·13薪  广州-海珠区   \n",
       "2                                              [增长产品]        薪资面议      广州   \n",
       "3                                 [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "4                     [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]      25-40k  广州-黄埔区   \n",
       "5                                       [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "6                         [临床试验, 临床项目管理, GCP认证, CE认证]      25-45k      广州   \n",
       "7             [axure, visio, powerpoint, word, Excel]       5-10k      广州   \n",
       "8                           [包食宿, 五险一金, 晋升空间大, 零食下午茶]       7-13k  广州-南沙区   \n",
       "9                                              [需求分析]  20-40k·13薪      广州   \n",
       "10                           [原型设计, 需求调研, 产品规划, 需求管理]      15-25k  广州-天河区   \n",
       "11                                             [数据分析]      16-20k      广州   \n",
       "12  [数据产品, 食品饮料, 消费品, 竞品分析, 需求调研, 市场调研, 产品规划, 用户研究...       9-20k  广州-南沙区   \n",
       "13                                     [SaaS产品, to B]      20-25k      广州   \n",
       "14  [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...  18-25k·14薪  广州-白云区   \n",
       "15                                 [工具产品, 增长产品, to C]      25-30k  广州-天河区   \n",
       "16                                       [数据产品, 硬件产品]  15-30k·13薪      广州   \n",
       "17  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...      20-30k      广州   \n",
       "18                  [计算机软件, SaaS系统, 产品规划, 数据分析, 团队管理]  40-60k·14薪      广州   \n",
       "19  [平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...      20-35k      广州   \n",
       "20                             [零售行业, 数字化, CRM, SCRM]  30-45k·14薪      广州   \n",
       "21                                             [市场营销]  18-40k·15薪      广州   \n",
       "22                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  15-30k·16薪      广州   \n",
       "23                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  15-20k·13薪      广州   \n",
       "24                                                 []      28-35k      广州   \n",
       "25                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]      20-40k      广州   \n",
       "26                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       "27                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       "28                                  [汽车行业, 智能座舱, 车联网]  15-25k·15薪  广州-海珠区   \n",
       "29                                       [海外, 手游, 电商]      20-40k  广州-天河区   \n",
       "30                                 [金融产品, to B, to C]      20-35k  广州-天河区   \n",
       "31              [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]      20-40k  广州-天河区   \n",
       "32  [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 交互设计, 数据...  16-25k·13薪      广州   \n",
       "33                    [工具产品, 产品设计, Axure, 需求调研, 市场调研]  12-20k·13薪  广州-天河区   \n",
       "34                                             [金融产品]      40-70k      广州   \n",
       "35                                       [中台产品, 平台产品]      26-30k  广州-海珠区   \n",
       "36                                               [游戏]  20-35k·16薪  广州-天河区   \n",
       "37                                                 []        1-2k  广州-荔湾区   \n",
       "38  [工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...      30-40k      广州   \n",
       "39  [食品饮料, 产品规划, 产品设计, 团队管理, 产品优化, 市场调研, Axure, Vi...      25-40k      广州   \n",
       "\n",
       "   job.jobId               job.title  job.topJob job.refreshTime  \\\n",
       "0   23154709                  数字营销PM       False  20200728103437   \n",
       "1   31935443                    游戏PM       False  20200921191755   \n",
       "2   25415919                    活动PM       False  20210615114605   \n",
       "3   48905275  项目发行PM（二次元） (MJ000855)       False  20220928174530   \n",
       "4   45486777                  软件产品经理       False  20230420171516   \n",
       "5   57816811                  产品经理助理       False  20230424102546   \n",
       "6   45175333              临床试验项目经理PM       False  20221024180150   \n",
       "7   44331983                  初级产品经理       False  20211125150437   \n",
       "8   56599317              助理产品经理—食品类       False  20230302090806   \n",
       "9   44270383                    产品经理       False  20230310103111   \n",
       "10  53920663                    产品经理       False  20221128165741   \n",
       "11  40053971                  助理产品经理       False  20220919114809   \n",
       "12  57448565     产品经理（高级产品经理&资深产品经理）       False  20230331105047   \n",
       "13  43495037                    产品经理       False  20230214193401   \n",
       "14  50292625     解决方案产品经理 (MJ013260)       False  20220610154122   \n",
       "15  55364021                产品经理（组长）       False  20230106143630   \n",
       "16  25573187                    产品经理       False  20191231090134   \n",
       "17  33511317                  AI产品经理       False  20201117050230   \n",
       "18  42989417        产品经理/产品负责人(不同层级)       False  20230321193931   \n",
       "19  45365317                零售门窗产品经理       False  20230423184512   \n",
       "20  44864603             高级产品经理（CRM）       False  20230423143851   \n",
       "21  43431657                产品经理（凝血）       False  20230424120606   \n",
       "22  44610575                    产品经理       False  20230321173412   \n",
       "23  44840683             高级产品经理（心血管）       False  20230329124746   \n",
       "24  45065379                医药高级产品经理       False  20230413141917   \n",
       "25  45135163                    产品经理       False  20230410121650   \n",
       "26  57500617                  高级产品经理       False  20230403144713   \n",
       "27  53281701                 CRM产品经理       False  20230403144629   \n",
       "28  57002441                    产品经理       False  20230325222632   \n",
       "29  53827269                  资深产品经理       False  20221111104746   \n",
       "30  57680185                  高级产品经理       False  20230411085415   \n",
       "31  57565197                数字化产品经理岗       False  20230406115341   \n",
       "32  57730045                 CRM产品经理       False  20230412105004   \n",
       "33  55831037                    产品经理       False  20230331094602   \n",
       "34  45405873                金融科技产品经理       False  20230418162645   \n",
       "35  45306653         产品经理（客户中心)-国企正编       False  20230423163057   \n",
       "36  45369359       高级项目管理PM（游戏研发）-正编       False  20230418144859   \n",
       "37  58069003               产品经理（数字化）       False  20230424095829   \n",
       "38  48862553                    产品经理       False  20220413101034   \n",
       "39  42945925                    产品经理       False  20230424095232   \n",
       "\n",
       "                                       job.dataPromId  ...  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "\n",
       "   recruiter.imUserType             recruiter.recruiterId  \\\n",
       "0                     2  e8c70da123d6c7e1efcb8675c412f368   \n",
       "1                     2  2b6b0643bf65c612313162312f0bffed   \n",
       "2                     2  e8c70da123d6c7e1efcb8675c412f368   \n",
       "3                     2  69bf0604ae10eb243f03c06e2c7db374   \n",
       "4                     2  1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       "5                     2  c8d145acb0a3162c59941f318d428c38   \n",
       "6                     2  b7496ba1a2ad4a49540e81c097c2c00b   \n",
       "7                     2  dfd86eaa710f7eb297d8d49512cabd0a   \n",
       "8                     2  7a5b05937023850a65b69a91a3e9c70d   \n",
       "9                     2  12c821593cfaeee7d608f631ba7b365c   \n",
       "10                    2  e904f45c3a8aed6407db9f3e7431f6a8   \n",
       "11                    2  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       "12                    2  5f7637977411b86467332ec93bce4deb   \n",
       "13                    2  eb3f01a32fe3a4efb1d6cdf5f43c46d1   \n",
       "14                    2  a3ba989ac5734611c54970ffa845eefa   \n",
       "15                    2  b45a783ef6004b8a790041e29c295f70   \n",
       "16                    2  eda507c8cbe4c7560731a09a86761edc   \n",
       "17                    2  ae9d2bd71f72b07d27bbf43c3caebf68   \n",
       "18                    2  74016b7595a80ad4be6d389c164c9617   \n",
       "19                    2  6e506516d847dc87c6643c80ebe460c7   \n",
       "20                    2  7759c81f6b7455dfc03e95eb2e1c0c34   \n",
       "21                    2  8fc4003dfc916f929b36b77d06e3d22e   \n",
       "22                    2  9ccbd98c4200aa058ba0d06d22640688   \n",
       "23                    2  19c7e868788176ac418b574949a37e95   \n",
       "24                    2  5c8bfb4eac393c6170b4303312755fc2   \n",
       "25                    2  5c5a96c776e82dfe1e63805ea62138aa   \n",
       "26                    2  d7b79be010cfe33bf90c61e3cf1076af   \n",
       "27                    2  d7b79be010cfe33bf90c61e3cf1076af   \n",
       "28                    2  e09ee2a8ea68adcf7e560b67bbc66f71   \n",
       "29                    2  3f165a98fe2bd8bb65cbf99d17e3ab3e   \n",
       "30                    2  e337dbb1513a599a17e8728a9095f3f2   \n",
       "31                    2  957da5d54f0e05cf25285db46809d2f1   \n",
       "32                    2  eeb461b61aa8efefc2871738b2a018b8   \n",
       "33                    2  875ec2c317791511ec2f324f0d91531a   \n",
       "34                    2  954c5968d2fb21b5e680da2e30181a15   \n",
       "35                    2  10f97c2455afd910fa874f00626b9602   \n",
       "36                    2  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       "37                    2  64f252729acd94981164176e0419e539   \n",
       "38                    2  6a640f1ee733f50362c9c303e393b9df   \n",
       "39                    2  c6a8a0372e6bfe1401f45cbb073e9b2c   \n",
       "\n",
       "            recruiter.recruiterPhoto                    comp.compLogo  \\\n",
       "0    5f8f9863f6d1ab58476f246a08u.jpg  5bfea15d74719d2aa34c24f803a.png   \n",
       "1    62903e4ce4c190153f6f304c06u.jpg  616e7903bbe0bb0ec5705fe401u.png   \n",
       "2    5f8f9863f6d1ab58476f246a08u.jpg  5bfea15d74719d2aa34c24f803a.png   \n",
       "3    5f8f986779c7cc70efbf36c008u.jpg  5ff42565bebf7311a41e860005u.png   \n",
       "4   61bfe8e8d8489c6530a2c4db06u.jpeg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "5    5f8f986aea60860b75384fab08u.jpg  6260c4f2d16c9b55d258a16501u.png   \n",
       "6    5f8f9863f6d1ab58476f246a08u.jpg  5f5af11af6d1ab584752271c08u.png   \n",
       "7    5f8f986779c7cc70efbf36c008u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       "8    5f8f9866dfb13a7dee342f1808u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       "9    6108aa0e759ac71c63de418a04u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "10   5f8f9866dfb13a7dee342f1808u.jpg  5bfe98c474719df0ac99801b03a.png   \n",
       "11   5f8f9865ea60860b75384fa508u.jpg  6441ff67c063625b1d3bc6c104u.png   \n",
       "12   5f8f9866dfb13a7dee342f1808u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       "13   5fc9d345a77c85575911928607u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "14   5f8f98648dbe6273dcf8515508u.jpg  5bfe954674719dc6ed7416af03a.png   \n",
       "15   62eb17c74159a47d94f6a09104u.png  60af42bdd7e0220766018e7304u.png   \n",
       "16   5f8f986779c7cc70efbf36c008u.jpg  5948f6cf70320c7ee1a312fc04a.jpg   \n",
       "17   5a1f7a7e703287905956079b05a.jpg  5a1f927370323b4a84a66ab305a.jpg   \n",
       "18   5f8fa3bc8dbe6273dcf85e5e08u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "19   5f8fa3a78dbe6273dcf85e2608u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "20   5e81a25837483e328d6b4acb01u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "21   5f8f986bdfb13a7dee342f2108u.jpg  5bfe8ee374719d35745a559203a.png   \n",
       "22   62183bf27baba65dd5bc963f07u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "23   62e0979c08bee4201e5c8e8905u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "24   62b917fafd62c54346e0081703u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "25   600e7297448a1b6f7d390d8201u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "26   5f8f9868f6d1ab58476f24a008u.jpg  5d26aa823fa7ce27b2b2a75802u.jpg   \n",
       "27   5f8f9868f6d1ab58476f24a008u.jpg  5d26aa823fa7ce27b2b2a75802u.jpg   \n",
       "28   5f8f986c79c7cc70efbf36c808u.jpg  61a8328708dd5638aa9ca74806u.png   \n",
       "29   5f8f986bdfb13a7dee342f2108u.jpg  5faa454b1fcf636a62fa72b406u.png   \n",
       "30   5f8f9868f6d1ab58476f24a008u.jpg  5bfea33774719d2aa34c7eb903a.png   \n",
       "31   5f8f9865ea60860b75384fa508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       "32   5f8f98648dbe6273dcf8515508u.jpg  5d1ea8a63ee8b11dd4aa762703u.png   \n",
       "33   5f8f9863f6d1ab58476f246a08u.jpg  624d42f8fc5aba59488d8a1a05u.png   \n",
       "34   62821ecfeda5af0f27fb6bd301u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       "35   642e8e49de25b83c3c8d509707u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "36   5f8fa3a6f6d1ab58476f322808u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "37   644508d6e972bc46248543d108u.png  5bfe90db74719d35745ab78b03a.png   \n",
       "38   5f8f986c79c7cc70efbf36c808u.jpg  5bfea33774719d2aa34c7eb903a.png   \n",
       "39   5de50b43cd52473b94eaf19102u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "   comp.compIndustry comp.compId    comp.compName  \\\n",
       "0               IT服务   6629285.0        恩梯梯数据(中国)   \n",
       "1                 游戏   8307104.0     英雄互娱科技股份有限公司   \n",
       "2               IT服务   6629285.0        恩梯梯数据(中国)   \n",
       "3                 游戏    803274.0             广州百田   \n",
       "4              计算机软件         NaN     某广州计算机软件上市公司   \n",
       "5        电子/半导体/集成电路   9730786.0             京邦集团   \n",
       "6                 制药   8014813.0             昆翎医药   \n",
       "7               培训服务  12931963.0       广州秒音科技有限公司   \n",
       "8           食品/饮料/酒水  13103111.0       广州奥昆食品有限公司   \n",
       "9                互联网         NaN       某广州大型互联网公司   \n",
       "10              IT服务   8638211.0          思特奇信息技术   \n",
       "11                制药  12568645.0     江苏知原药业股份有限公司   \n",
       "12          食品/饮料/酒水  13103111.0       广州奥昆食品有限公司   \n",
       "13               互联网         NaN       某广州大型互联网公司   \n",
       "14               互联网    693385.0              广联达   \n",
       "15              电子商务   9886227.0             丹霄技术   \n",
       "16               互联网   8955108.0               希沃   \n",
       "17              智能硬件   8510313.0        云米全屋互联网家电   \n",
       "18             计算机软件         NaN       某广州计算机软件公司   \n",
       "19            专业技术服务         NaN    某国内大型专业技术服务公司   \n",
       "20            专业技术服务         NaN          某国内知名公司   \n",
       "21              医疗器械   7893643.0           阳普医疗股份   \n",
       "22              医疗器械         NaN      某广州医疗器械上市公司   \n",
       "23              医疗器械         NaN      某广州医疗设备上市公司   \n",
       "24              医疗器械         NaN      某大型知名医疗设备公司   \n",
       "25              医疗器械         NaN      某广州医疗器械上市公司   \n",
       "26              工程施工  10016817.0  广东万方建设有限公司广州分公司   \n",
       "27              工程施工  10016817.0  广东万方建设有限公司广州分公司   \n",
       "28              人工智能  12518807.0             星河智联   \n",
       "29          广告/公关/会展  12454465.0     上海丰凡文化传媒有限公司   \n",
       "30          基金/证券/期货   1421537.0             广发证券   \n",
       "31          基金/证券/期货   8136395.0   广州越秀金融控股集团有限公司   \n",
       "32             计算机软件    170110.0             赛意信息   \n",
       "33             计算机软件  13181035.0       广州加之科技有限公司   \n",
       "34          基金/证券/期货         NaN      某国内大型基金证券公司   \n",
       "35              IT服务         NaN        某广州IT服务公司   \n",
       "36               互联网         NaN         某大型互联网公司   \n",
       "37              医药流通   9810485.0   国药集团一致药业股份有限公司   \n",
       "38          基金/证券/期货   1421537.0             广发证券   \n",
       "39              农林牧渔         NaN          某食品有限公司   \n",
       "\n",
       "                                   comp.link comp.compScale  comp.compStage  \n",
       "0    https://www.liepin.com/company/6629285/     2000-5000人             NaN  \n",
       "1    https://www.liepin.com/company/8307104/     1000-2000人           科创板上市  \n",
       "2    https://www.liepin.com/company/6629285/     2000-5000人             NaN  \n",
       "3     https://www.liepin.com/company/803274/       500-999人             已上市  \n",
       "4                                               5000-10000人             已上市  \n",
       "5    https://www.liepin.com/company/9730786/       100-499人             NaN  \n",
       "6    https://www.liepin.com/company/8014813/     1000-2000人             NaN  \n",
       "7   https://www.liepin.com/company/12931963/         50-99人             NaN  \n",
       "8   https://www.liepin.com/company/13103111/     1000-2000人             NaN  \n",
       "9                                               5000-10000人           融资未公开  \n",
       "10   https://www.liepin.com/company/8638211/     2000-5000人           创业板上市  \n",
       "11  https://www.liepin.com/company/12568645/       100-499人              D轮  \n",
       "12  https://www.liepin.com/company/13103111/     1000-2000人             NaN  \n",
       "13                                               1000-2000人           融资未公开  \n",
       "14    https://www.liepin.com/company/693385/     2000-5000人             已上市  \n",
       "15   https://www.liepin.com/company/9886227/       100-499人             NaN  \n",
       "16   https://www.liepin.com/company/8955108/     2000-5000人            战略投资  \n",
       "17   https://www.liepin.com/company/8510313/     1000-2000人            美股上市  \n",
       "18                                                 100-499人           D轮及以上  \n",
       "19                                              5000-10000人           融资未公开  \n",
       "20                                              5000-10000人           融资未公开  \n",
       "21   https://www.liepin.com/company/7893643/       500-999人          沪深A股上市  \n",
       "22                                                 500-999人             已上市  \n",
       "23                                                 500-999人             已上市  \n",
       "24                                                 500-999人             已上市  \n",
       "25                                                 500-999人             已上市  \n",
       "26  https://www.liepin.com/company/10016817/     1000-2000人             NaN  \n",
       "27  https://www.liepin.com/company/10016817/     1000-2000人             NaN  \n",
       "28  https://www.liepin.com/company/12518807/       100-499人             NaN  \n",
       "29  https://www.liepin.com/company/12454465/       100-499人              其他  \n",
       "30   https://www.liepin.com/company/1421537/    5000-10000人             已上市  \n",
       "31   https://www.liepin.com/company/8136395/       100-499人             NaN  \n",
       "32    https://www.liepin.com/company/170110/     2000-5000人           创业板上市  \n",
       "33  https://www.liepin.com/company/13181035/         50-99人           融资未公开  \n",
       "34                                                 500-999人              A轮  \n",
       "35                                                 100-499人             NaN  \n",
       "36                                                 10000人以上           融资未公开  \n",
       "37   https://www.liepin.com/company/9810485/       10000人以上          沪深A股上市  \n",
       "38   https://www.liepin.com/company/1421537/    5000-10000人             已上市  \n",
       "39                                                 10000人以上             已上市  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d2af840",
   "metadata": {},
   "source": [
    "# 创建翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f5bf6669",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "87bd6cc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b7631a28",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'data'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mC:\\Users\\ZHUANG~1\\AppData\\Local\\Temp/ipykernel_16664/688974037.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[1;31m# example: print the number of job postings returned\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mresponse_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'data'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc2f8fde",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31f07b52",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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